Study Note Collection
This space is designed to be a centralized repository of my learnings across a wide range of topics. Each set of notes is organized and categorized for easy access, allowing users to quickly find what they are looking for. The site will be frequently updated with new content as I continue to explore and document various subjects, particularly in the realms of technology, data science, and artificial intelligence.
Projects
- ML Ops CI/CD Pipeline: Explore the integration of continuous integration and deployment in machine learning operations.
- Travel Assistant Chatbot: A deep dive into building a conversational assistant for seamless travel experiences.
- Credit Card Approval Explainability: Understanding the decision-making process in credit card approvals using explainable AI.
- Optimizing Cancer Treatment with Multi-Armed Bandits: Leveraging multi-armed bandits for better treatment strategies in cancer care.
- Homophily Graph Classifier: Classify nodes in a graph based on the homophily assumption using GNNs, with a particular focus on the CA-AstroPh dataset.
Blogs
- Architectural Differences between CNNs and RNNs: A comparative analysis of convolutional neural networks (CNNs) and recurrent neural networks (RNNs).
- Flow-based Models: An exploration of flow-based generative models and their applications.
- Graph Neural Networks: Delving into the architecture and applications of graph neural networks.
- Probabilistic Graphical Models: A guide to probabilistic graphical models and their role in reasoning under uncertainty.
- Transformer Architecture: Understanding the architecture of transformers and their revolutionary impact on natural language processing.